{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-Means: Evaluating cluster quality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cluster quality metrics help select among alternative clustering results. This notebook illustrates several options, namely inertia and the silhouette scores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:38:44.345072Z",
     "start_time": "2018-12-27T18:38:44.203697Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from numpy.random import seed\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "import warnings\n",
    "from time import sleep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:38:44.348141Z",
     "start_time": "2018-12-27T18:38:44.346395Z"
    }
   },
   "outputs": [],
   "source": [
    "warnings.filterwarnings('ignore')\n",
    "seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:38:44.358076Z",
     "start_time": "2018-12-27T18:38:44.349181Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "SMALL_SIZE = 8\n",
    "MEDIUM_SIZE = 10\n",
    "BIGGER_SIZE = 12\n",
    "\n",
    "plt.rc('font', size=MEDIUM_SIZE)\n",
    "plt.rc('axes', titlesize=MEDIUM_SIZE)  \n",
    "plt.rc('axes', labelsize=SMALL_SIZE)\n",
    "plt.rc('xtick', labelsize=SMALL_SIZE)  \n",
    "plt.rc('ytick', labelsize=SMALL_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 2D Cluster Demo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:38:44.369098Z",
     "start_time": "2018-12-27T18:38:44.359437Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def sample_clusters(n_points=500, n_dimensions=2, \n",
    "                    n_clusters=5, cluster_std=1):\n",
    "    data, labels = make_blobs(n_samples=n_points, \n",
    "                               n_features=n_dimensions, \n",
    "                               centers=n_clusters, \n",
    "                               cluster_std=cluster_std, \n",
    "                               random_state=42)\n",
    "    return data, labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Evaluate Number of Clusters using Inertia"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The k-Means objective function suggests we compare the evolution of the inertia or within-cluster variance. Initially, additional centroids decrease the inertia sharply because new clusters improve the overall fit. Once an appropriate number of clusters has been found (assuming it exists), new centroids reduce the within-cluster variance by much less as they tend to split natural groupings. \n",
    "\n",
    "Hence, when k-Means finds a good cluster representation of the data, the inertia tends to follow an elbow-shaped path similar to the explained variance ratio for PCA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:38:44.385782Z",
     "start_time": "2018-12-27T18:38:44.370227Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def inertia_plot_update(inertias, ax, delay=1):\n",
    "    inertias.plot(color='k', lw=1, title='Inertia', ax=ax, xlim=(inertias.index[0], inertias.index[-1]), ylim=(0, inertias.max()))\n",
    "    fig.canvas.draw()\n",
    "    sleep(delay)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:38:44.408947Z",
     "start_time": "2018-12-27T18:38:44.386585Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def plot_kmeans_result(data, labels, centroids, \n",
    "                       assignments, ncluster, Z, ax):\n",
    "    ax.scatter(*data.T, c=labels, s=15) # plot data\n",
    "\n",
    "    # plot cluster centers\n",
    "    ax.scatter(*centroids.T, marker='o', c='k', \n",
    "               s=200, edgecolor='w', zorder=9)\n",
    "    for i, c in enumerate(centroids):\n",
    "        ax.scatter(*c, marker='${}$'.format(i), \n",
    "                   s=50, edgecolor='', zorder=10)\n",
    "        xy = pd.DataFrame(data[assignments == i], \n",
    "                columns=['x', 'y']).assign(cx=c[0], cy=c[1])\n",
    "        ax.plot(xy[['x', 'cx']].T, xy[['y', 'cy']].T, \n",
    "                ls='--', color='w', lw=0.5)\n",
    "\n",
    "    # plot voronoi\n",
    "    ax.imshow(Z, interpolation='nearest', \n",
    "            extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "            cmap=plt.cm.viridis, aspect='auto', origin='lower', alpha=.2)\n",
    "    ax.set_title('Number of Clusters: {}'.format(ncluster))\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Run Elbow Experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:49:57.581941Z",
     "start_time": "2018-12-27T18:49:38.176310Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_clusters, max_clusters = 4, 7\n",
    "cluster_list = list(range(1, max_clusters + 1))\n",
    "inertias = pd.Series(index=cluster_list)\n",
    "\n",
    "data, labels = sample_clusters(n_clusters=n_clusters)\n",
    "x, y = data.T\n",
    "\n",
    "xx, yy = np.meshgrid(np.arange(x.min() - 1, x.max() + 1, .01), \n",
    "                     np.arange(y.min() - 1, y.max() + 1, .01))\n",
    "             \n",
    "fig, axes = plt.subplots(ncols=3, nrows=3, figsize=(12, 8))\n",
    "axes = np.array(axes).flatten()\n",
    "plt.tight_layout();\n",
    "\n",
    "# Plot Sample Data\n",
    "axes[0].scatter(x, y, c=labels, s=10)\n",
    "axes[0].set_title('{} Sample Clusters'.format(n_clusters));\n",
    "\n",
    "for c, n_clusters in enumerate(range(1, max_clusters + 1), 2):\n",
    "    kmeans = KMeans(n_clusters=n_clusters, random_state=42).fit(data)\n",
    "    centroids, assignments, inertia = kmeans.cluster_centers_, kmeans.labels_, kmeans.inertia_\n",
    "    inertias[n_clusters] = inertia\n",
    "    inertia_plot_update(inertias, axes[1])\n",
    "    Z = kmeans.predict(np.c_[xx.ravel(), yy.ravel()]).reshape(xx.shape)\n",
    "    plot_kmeans_result(data, labels, centroids, assignments,  n_clusters, Z, axes[c])\n",
    "plt.savefig('nclusters', dpi=300);    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Evaluating the Silhouette Score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [silhouette coefficient](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html) provides a more detailed picture of cluster quality. It answers the question: how far are the points in the nearest cluster relative to the points in the assigned cluster?\n",
    "To this end, it compares the mean intra-cluster distance (a) to the mean distance of the nearest-cluster (b) and computes the following score s:\n",
    "\n",
    "$$s=\\frac{b−a}{\\max(a,b)}\\quad\\in{[−1, 1]}$$\n",
    "\n",
    "The score can vary between -1 and 1, but negative values are unlikely in practice because they imply that the majority of points are assigned to the wrong cluster. A useful visualization of the silhouette score compares the values for each data point to the global average because it highlights the coherence of each cluster relative to the global configuration. The rule of thumb is to avoid clusters with mean scores below the average for all samples.\n",
    "\n",
    "The following figure shows an excerpt from the silhouette plot for three and four clusters, where the former highlights the poor fit of cluster 1 by sub-par contributions to the global silhouette score, whereas all of the four clusters have some values that exhibit above-average scores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:39:02.811342Z",
     "start_time": "2018-12-27T18:39:02.808486Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def plot_silhouette(values, y_lower, i, n_cluster, ax):\n",
    "    cluster_size = values.shape[0]\n",
    "    y_upper = y_lower + cluster_size\n",
    "\n",
    "    color = plt.cm.viridis(i / n_cluster)\n",
    "    ax.fill_betweenx(np.arange(y_lower, y_upper), 0, values,\n",
    "                facecolor=color, edgecolor=color, alpha=0.7)\n",
    "    ax.text(-0.05, y_lower + 0.5 * cluster_size, str(i))\n",
    "    y_lower = y_upper + 10\n",
    "    return y_lower"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:39:02.828304Z",
     "start_time": "2018-12-27T18:39:02.812321Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def format_silhouette_plot(ax):\n",
    "    ax.set_title(\"Silhouette Plot\")\n",
    "    ax.set_xlabel(\"Silhouette Coefficient\")\n",
    "    ax.set_ylabel(\"Cluster Label\")\n",
    "    ax.axvline(\n",
    "        x=silhouette_avg, color=\"red\", linestyle=\"--\", lw=1)\n",
    "    ax.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:39:02.838903Z",
     "start_time": "2018-12-27T18:39:02.829177Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "def plot_final_assignments(x, y, centroids, \n",
    "                           assignments, n_cluster, ax):\n",
    "    c = plt.cm.viridis(assignments / n_cluster)\n",
    "    ax.scatter(x, y, marker='.', s=30, \n",
    "               lw=0, alpha=0.7, c=c, edgecolor='k')\n",
    "    ax.scatter(*centroids.T, marker='o',  \n",
    "               c='w', s=200, edgecolor='k')\n",
    "    for i, c in enumerate(centroids):\n",
    "        ax.scatter(*c, marker='${}$'.format(i), \n",
    "                   s=50, edgecolor='k')\n",
    "\n",
    "    ax.set_title('{} Clusters'.format(n_cluster))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-12-27T18:57:21.900868Z",
     "start_time": "2018-12-27T18:57:12.371536Z"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1440 with 14 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_clusters = 4\n",
    "max_clusters = 7\n",
    "cluster_list = list(range(1, max_clusters + 1))\n",
    "inertias = pd.Series(index=cluster_list)\n",
    "\n",
    "data, labels = sample_clusters(n_clusters=n_clusters)\n",
    "x, y = data.T\n",
    "\n",
    "fig, axes = plt.subplots(ncols=2, \n",
    "                    nrows=max_clusters, figsize=(12, 20))\n",
    "fig.tight_layout()\n",
    "axes[0][0].scatter(x, y, c=labels, s=10)\n",
    "axes[0][0].set_title('Sample Clusters')\n",
    "for row, n_cluster in enumerate(range(2, max_clusters + 1), 1):\n",
    "    kmeans = KMeans(n_clusters=n_cluster, random_state=42).fit(data)\n",
    "    centroids, assignments, inertia = \\\n",
    "        kmeans.cluster_centers_, kmeans.labels_, kmeans.inertia_\n",
    "    inertias[n_cluster] = inertia\n",
    "    inertia_plot_update(inertias, axes[0][1])\n",
    "\n",
    "    silhouette_avg = silhouette_score(data, assignments)\n",
    "    silhouette_values = silhouette_samples(data, assignments)\n",
    "    silhouette_plot, cluster_plot = axes[row]\n",
    "\n",
    "    y_lower = 10\n",
    "    for i in range(n_cluster):\n",
    "        y_lower = plot_silhouette(np.sort(silhouette_values[assignments == i]), y_lower, i, n_cluster, silhouette_plot)\n",
    "    format_silhouette_plot(silhouette_plot)\n",
    "    plot_final_assignments(x, y, centroids, assignments, n_cluster, cluster_plot)\n",
    "    fig.tight_layout()\n",
    "\n",
    "fig.suptitle('KMeans Silhouette Plot with {} Clusters'.format(n_clusters), fontsize=14)\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=.95)                        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In sum, given the usually unsupervised nature, it is necessary to vary the hyperparameters of the cluster algorithms and evaluate the different results. \n",
    "\n",
    "It is also important to calibrate the scale of the features, in particular when some should be given a higher weight and should thus be measured on a larger scale. Finally, to validate the robustness of the results, use subsets of data to identify whether particular patterns emerge consistently."
   ]
  }
 ],
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